You will get Native Macedonian AI Training & Linguistic Annotation
Top Rated
Project details
Native Macedonian AI Training: Bridging the Gap Between Code and Culture
Most AI models fail in the Macedonian market because they rely on literal translations that miss the complex grammar, clitic reduplication, and heavy use of irony inherent to our language. I provide the High-Fidelity Linguistic Layer required to transform generic outputs into natural, "market-ready" Macedonian.
Why this project stands out:
Expert RLHF & Alignment: I don't just translate; I align Large Language Models (LLMs) with native intent, ensuring the AI understands regional slang, double negatives, and cultural nuances.
Technical Literacy: Experienced in "Human-in-the-Loop" (HITL) workflows using industry-standard tools like Amazon SageMaker, Labelbox, and NLTK.
Linguistic Precision: As a professional linguist (ESL/FLE), I provide deep semantic evaluation that prevents "Slavic interference" and grammatical hallucinations.
Whether you are building a customer support bot or fine-tuning a generative model, I deliver the high-quality datasets and Linguistic Quality Assurance (LQA) necessary for a flawless Macedonian user experience.
Most AI models fail in the Macedonian market because they rely on literal translations that miss the complex grammar, clitic reduplication, and heavy use of irony inherent to our language. I provide the High-Fidelity Linguistic Layer required to transform generic outputs into natural, "market-ready" Macedonian.
Why this project stands out:
Expert RLHF & Alignment: I don't just translate; I align Large Language Models (LLMs) with native intent, ensuring the AI understands regional slang, double negatives, and cultural nuances.
Technical Literacy: Experienced in "Human-in-the-Loop" (HITL) workflows using industry-standard tools like Amazon SageMaker, Labelbox, and NLTK.
Linguistic Precision: As a professional linguist (ESL/FLE), I provide deep semantic evaluation that prevents "Slavic interference" and grammatical hallucinations.
Whether you are building a customer support bot or fine-tuning a generative model, I deliver the high-quality datasets and Linguistic Quality Assurance (LQA) necessary for a flawless Macedonian user experience.
Machine Learning Tools
Amazon SageMaker, Azure Machine Learning, BERT, ChatGPT, fastText, Google Sheets, GPT-3, Microsoft Excel, NLTK, Stanford CoreNLP, TextBlob, Vertex AIWhat's included
| Service Tiers |
Starter
$50
|
Standard
$150
|
Advanced
$350
|
|---|---|---|---|
| Delivery Time | 2 days | 4 days | 7 days |
Number of Revisions | 1 | 2 | 3 |
Number of Model Variations | 1 | 1 | 2 |
Number of Scenarios | 5 | 15 | 30 |
Number of Graphs/Charts | 0 | 1 | 3 |
Model Validation/Testing | - | ||
Model Documentation | - | ||
Data Source Connectivity | - | - | |
Source Code | - | - | - |
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NI
Nick I.
Jun 27, 2026
English and Macedonian Content Proofreading
Marina was great to work with on my proofreading project. She has a strong eye for detail and her background as an educator really came through in the way she helped improve the grammar and accuracy of my learning content. Her feedback was thoughtful and useful throughout, and I’d happily recommend her and work with her again.
PB
Pooja B.
Feb 24, 2026
URGENT: App Testers Needed for French Language Course (Feedback + Short Interview)
Great work!! Easy to work with, great eye for detail, and would love to collaborate again.
PP
Philip P.
Feb 21, 2026
English Teachers Needed: 15-Min Usability Test & Screen Recording (clozetesting.com)
She completed the task as expected and left some useful feedback.
About Marina
AI & Data Specialist | Macedonian Linguist | English & French Expert
100%
Job Success
Shtip, North Macedonia - 9:52 pm local time
Why Choose Me:
AI & Data Precision: I specialize in Reinforcement Learning from Human Feedback (RLHF), Named Entity Recognition (NER), and sentiment analysis, ensuring AI models are linguistically accurate and culturally aware.
Pedagogical Expertise: With years of experience as an ESL and French (FLE) teacher, I don’t just "know" the language—I understand its mechanics, making me an asset for complex linguistic labeling and quality assurance.
Native Macedonian Localization: I help global brands and tech firms bridge the gap to the Macedonian market through expert translation and localization.
Core Services:
AI Training: Data Labeling, Prompt Engineering, and Linguistic Evaluation.
Language Coaching: Professional ESL and French instruction for corporate or private clients.
Translation: High-fidelity English/French to Macedonian localization.
Whether you are training an LLM or looking to master a new language, I provide the structured, detail-oriented approach your project deserves. Let’s connect to discuss how I can support your goals.
Steps for completing your project
After purchasing the project, send requirements so Marina can start the project.
Delivery time starts when Marina receives requirements from you.
Marina works on your project following the steps below.
Revisions may occur after the delivery date.
Step 1: Data Audit & Taxonomy Alignment
I review your dataset and guidelines to ensure the labeling taxonomy matches Macedonian linguistic realities. I identify edge cases like regional slang and complex syntax before the manual annotation begins.
Step 2: High-Fidelity Annotation & RLHF
The core execution phase. I perform manual labeling, NER, or "Gold Standard" response writing. Every entry is cross-referenced with native grammar to ensure 100% accuracy and natural flow for LLM alignment.